{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "d6ff982f-7647-4991-bce9-1936326629b1",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import cm\n",
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "11cfc804-5ca5-4615-b57a-75e19d91d4da",
   "metadata": {},
   "outputs": [],
   "source": [
    "SubInfoExcelPath=\"E:/WyLab/GfGroup/experiment_VBM/All_sub_info.xlsx\"\n",
    "TAVolCsvPath = \"E:/WyLab/GfGroup/experiment_VBM/TA_ROI_catROI_aal3_Vgm.csv\"\n",
    "TTVolCsvPath = \"E:/WyLab/GfGroup/experiment_VBM/TT_ROI_catROI_aal3_Vgm.csv\"\n",
    "significantROI = ['lPUT', 'lINS', 'lROL','rLING','rFFG']\n",
    "\n",
    "TA_subInfoDf = pd.read_excel(SubInfoExcelPath, header=0, sheet_name='TA')\n",
    "TT_subInfoDf = pd.read_excel(SubInfoExcelPath, header=0, sheet_name='TT')[:44]\n",
    "subInfoDf = pd.concat([TA_subInfoDf, TT_subInfoDf])\n",
    "TA_vol = pd.read_csv(TAVolCsvPath, header=0, usecols=significantROI)\n",
    "TT_vol = pd.read_csv(TTVolCsvPath, header=0, usecols=significantROI)\n",
    "vol = pd.concat([TA_vol, TT_vol])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1dbc960f-360d-4e1e-a4fb-d224589584ba",
   "metadata": {},
   "outputs": [],
   "source": [
    "corrResult = pd.read_excel(\"E:/WyLab/GfGroup/experiment_VBM/T2_44V44/corrResult.xlsx\", header=None,sheet_name='significant2')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "5b8c4a14-8a1a-4008-8e57-a6e4f4fb744a",
   "metadata": {},
   "outputs": [],
   "source": [
    "def drawCorr(data, subInfoDf, vol):\n",
    "    features, r, p = data\n",
    "    features = features.split(',')\n",
    "    x=subInfoDf[features[0]].values\n",
    "    y=vol[features[1]].values\n",
    "    \n",
    "    linear_model = np.polyfit(x,y,1)\n",
    "    linear_model_fn = np.poly1d(linear_model)\n",
    "    x_fit = np.arange(x.min(),x.max())\n",
    "    y_fit = linear_model_fn(x_fit)\n",
    "    # 高级配色方案\n",
    "    COLORS = {\n",
    "        'scatter': cm.Blues_r(np.linspace(0.3, 0.9, len(x)))[:,:-1],  # 渐变蓝色系\n",
    "        'fit_line': '#FF6B6B',         # 柔和的珊瑚红\n",
    "        'background': '#F5F5F5',       # 浅灰背景\n",
    "        'text_box': '#2C3E50',          # 深蓝灰色\n",
    "        'text': '#ECF0F1',              # 亮灰色文本\n",
    "        'grid': '#BDC3C7'               # 中灰色网格\n",
    "    }\n",
    "    # 创建图表\n",
    "    plt.figure(figsize=(8, 6))\n",
    "    ax = plt.gca()\n",
    "    # 绘制散点图\n",
    "    plt.scatter(x,y, label='Data points')\n",
    "    # 绘制拟合曲线\n",
    "    plt.plot(x_fit, y_fit, color=COLORS['fit_line'], linewidth=2, label='Fit line')\n",
    "    # 设置文本信息\n",
    "    textstr = f\"r={r:.4f}\\np={p:.4f}\"\n",
    "    plt.text(0.95, 0.95,textstr, transform=ax.transAxes, ha='right', va='top', fontsize=12, bbox=dict(facecolor='white', alpha=0.8, edgecolor='gray'))\n",
    "    # 设置坐标轴\n",
    "    ax.set_facecolor(COLORS['background'])\n",
    "    ax.spines['top'].set_visible(False)\n",
    "    ax.spines['right'].set_visible(False)\n",
    "    plt.grid(True, linestyle='--', alpha=0.1)\n",
    "    # 添加标签和标题\n",
    "    plt.xlabel(features[0], fontsize=14)\n",
    "    plt.ylabel('volume', fontsize=14)\n",
    "    plt.title(features[1], fontsize=16, fontweight='semibold')\n",
    "    # 自动调整布局\n",
    "    plt.tight_layout\n",
    "    plt.savefig(f\"E:/WyLab/GfGroup/experiment_VBM/corrResultImgs/{features[0]}_{features[1]}.jpg\", dpi=500)\n",
    "    plt.show()\n",
    "\n",
    "# drawCorr(corrResult[0].values, subInfoDf, vol)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "a3f319f7-283f-4a62-9431-3252cb1abced",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "6\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "8\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "9\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "11\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "12\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "13\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "14\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "15\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "16\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(corrResult.shape[1]):\n",
    "    print(i)\n",
    "    drawCorr(corrResult[i].values, subInfoDf, vol)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c2face6f-c6f8-4198-a5e0-957c167a950b",
   "metadata": {},
   "source": [
    "## MCCAR+jICA相关性散点图 ##\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "753a0131-caba-4850-b8ea-f67f7cc081ac",
   "metadata": {},
   "outputs": [],
   "source": [
    "def drawCorr(x,y,r,p,xlabel,ylabel,title):\n",
    "    linear_model = np.polyfit(x,y,1)\n",
    "    linear_model_fn = np.poly1d(linear_model)\n",
    "    x_fit = np.arange(x.min(),x.max())\n",
    "    y_fit = linear_model_fn(x_fit)\n",
    "    # 高级配色方案\n",
    "    COLORS = {\n",
    "        'scatter': cm.Blues_r(np.linspace(0.3, 0.9, len(x)))[:,:-1],  # 渐变蓝色系\n",
    "        'fit_line': '#FF6B6B',         # 柔和的珊瑚红\n",
    "        'background': '#F5F5F5',       # 浅灰背景\n",
    "        'text_box': '#2C3E50',          # 深蓝灰色\n",
    "        'text': '#ECF0F1',              # 亮灰色文本\n",
    "        'grid': '#BDC3C7'               # 中灰色网格\n",
    "    }\n",
    "    # 创建图表\n",
    "    plt.figure(figsize=(8, 6))\n",
    "    ax = plt.gca()\n",
    "    # 绘制散点图\n",
    "    plt.scatter(x,y, label='Data points')\n",
    "    # 绘制拟合曲线\n",
    "    plt.plot(x_fit, y_fit, color=COLORS['fit_line'], linewidth=2, label='Fit line')\n",
    "    # 设置文本信息\n",
    "    textstr = f\"r={r:.4f}\\np={p:.4f}\"\n",
    "    plt.text(0.95, 0.95,textstr, transform=ax.transAxes, ha='right', va='top', fontsize=12, bbox=dict(facecolor='white', alpha=0.8, edgecolor='gray'))\n",
    "    # 设置坐标轴\n",
    "    ax.set_facecolor(COLORS['background'])\n",
    "    ax.spines['top'].set_visible(False)\n",
    "    ax.spines['right'].set_visible(False)\n",
    "    plt.grid(True, linestyle='--', alpha=0.1)\n",
    "    # 添加标签和标题\n",
    "    plt.xlabel(xlabel, fontsize=14)\n",
    "    plt.ylabel(ylabel, fontsize=14)\n",
    "    plt.title(title, fontsize=16, fontweight='semibold')\n",
    "    # 自动调整布局\n",
    "    plt.tight_layout\n",
    "    plt.savefig(f\"./figure.jpg\", dpi=500)\n",
    "    plt.show()\n",
    "\n",
    "# drawCorr(corrResult[0].values, subInfoDf, vol)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "146cf026-c443-4955-8f4d-b06292b51938",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.read_excel(\"E:/WyLab/GfGroup/experiment_MCCA&jICA/ALFF_GVM_MRS.xlsx\", header=0)\n",
    "drawCorr(df['MRS'].values,df['GVM'].values, -0.046,0.674,'MRS','Loadings', 'GVM')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8b34b46e-51b7-403e-af68-2db5dd2e7080",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.20"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
